Library/bitsandbytes
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bitsandbytes-foundation/bitsandbytes

bitsandbytes

Accessible large language models via k-bit quantization for PyTorch.

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bitsandbytes-foundation

bitsandbytes-foundation

bitsandbytes-foundation • individual

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Created

Jun 4, 2021

Project creation date

README Summary

BitsAndBytes is a lightweight Python library that enables efficient quantization techniques for PyTorch models, particularly focusing on k-bit quantization to reduce memory usage of large language models. The library provides optimized CUDA kernels for quantized operations and supports various quantization schemes including 8-bit and 4-bit precision. It allows researchers and practitioners to run large models on consumer hardware by significantly reducing memory requirements while maintaining model performance.

AI Dev Skills

Unmapped

Neural Network QuantizationMemory OptimizationLarge Language Model DeploymentCUDA ProgrammingPyTorch IntegrationWeight CompressionMixed Precision TrainingGPU Memory Management

Tags

Neural Network QuantizationMemory OptimizationLarge Language Model DeploymentCUDA ProgrammingPyTorch IntegrationWeight CompressionMixed Precision TrainingGPU Memory ManagementOn-premiseFine-tuning Large Models on Limited HardwareInference OptimizationOn-device AIEfficient AIMemory-Constrained Model TrainingSelf-hostedTextEdge/MobileModel Compression for Edge DeploymentDemocratized AI AccessSmall Language ModelsLarge Language Model Deployment on Consumer GPUsPython

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Recent Activity

Updated 27 days ago

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Quality

production
Quality
high
Maturity
production

Categories

Inference & ServingPrimaryEdge & Mobile AIOther AI / MLFoundation ModelsModel Training

PM Skills

Scale & Reliability

Languages

Python100.0%

Timeline

Project created
Jun 4, 2021
Forked
Mar 22, 2026
Your last push
27 days ago
Upstream last push
8 days ago
Tracked since
Mar 17, 2026

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